传感器云:最新进展、使用案例和公开挑战

Ihsan Ali, Hasniuj Zahan, Spyridon Mastorakis
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摘要

近年来,无线传感器网络(WSN)已被用于许多重要领域,包括天气预报、安全、环境监测、医疗保健和工业。然而,WSN 在能源、处理、连接、计算和数据完整性等方面受到限制。有效管理 WSN 产生的海量数据是这一研究领域的关键问题。因此,稳健且可扩展的高性能计算和存储基础设施对于实时处理和存储 WSN 数据是绝对必要的。将 WSN 与云计算结合起来创建传感器云可以解决这一问题。在本文中,我们研究、强调并报告了{数据收集技术,旨在突出传感器云的重要性。在此背景下,本文还对 WSN 和传感器云平台进行了全面概述。本文通过对 WSN 和传感器云中的数据收集方法进行归类和分类,介绍了它们的定义、架构和应用。文章还讨论了未来工作中的关键研究挑战以及该研究领域的用例。
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Sensor Clouds: Recent Advancements, Use Cases and Open Challenges
In recent years, Wireless Sensor Networks (WSNs) have been used in many important areas, including weather forecasting, security, environmental monitoring, health care, and industry. However, the constraints of WSNs are in terms of energy, processing, connectivity, computation, and data integrity. The efficient administration of the enormous volumes of data generated by WSNs is a key concern in this study area. As a result, robust and scalable high-performance computing and storage infrastructures are} absolutely necessary for the processing and storing of WSN data in real-time. Combining WSNs and cloud computing to create sensor clouds can address this issue. In this article, we investigate, highlight, and report {data collection techniques, aiming to highlight the significance of sensor clouds. In this context, a comprehensive overview of WSNs and sensor cloud platforms are also provided. This article covers their definitions, architectures, and applications by categorizing and classifying data collection methods in WSNs and sensor clouds. Key research challenges for future work and use cases in this research domain are also discussed.
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